中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Parameter Identification and Refinement for Parallel PCB Inspection in Cyber-Physical-Social Systems

文献类型:期刊论文

作者Yansong Cao2; Yutong Wang1; Jiangong Wang4; Yonglin Tian1; Xiao Wang3; Fei-Yue Wang2
刊名IEEE Transactions on Computational Social Systems
出版日期2023-12
页码1-10
英文摘要

Replacing manual inspection, automated optical inspection (AOI) equipment is widely used in printed circuit board (PCB) factories for automatic PCB defect segmentation. However, parameter refinement of AOI devices has gradually become an efficiency bottleneck in AOI usage, posing a highly challenging task. Since a large number of AOI parameters and different types of inspected objects make timely proper parameter refinement for clear images quite difficult. Considering this, we propose the concept of parallel PCB inspection in cyber–physical–social systems (CPSSs). Based on artificial systems, computational experiments, and parallel execution (ACP) theory with automatic parameter identification and refinement, we perform descriptive intelligence to build an artificial imaging system, obtain knowledge about the mapping relationships of parameter settings and imaging results, and realize automatic parameter identification given image input; conduct predictive intelligence to obtain image quality assessment results and maximize quality score for refinement strategies; and carry out prescriptive intelligence to guide parameter refinement for better imaging. This system could guide engineers proactively with constructive suggestions on parameter refinement when imaging failures occur, greatly reducing the training cost of engineers while improving work efficiency and work quality. To validate that our parallel PCB inspection could perform automatic AOI results evaluation without human participation, we evaluate it on distortion-free and different distortion images and confirm image quality score is positively associated with segmentation accuracy.

源URL[http://ir.ia.ac.cn/handle/173211/57290]  
专题自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队
通讯作者Jiangong Wang
作者单位1.the Institute of Automation, Chinese Academy of Sciences
2.the Faculty of Innovation Engineering, Macau University of Science and Technology
3.the School of Artificial Intelligence, Anhui University
4.the China Institute of Aviation Systems Engineering
推荐引用方式
GB/T 7714
Yansong Cao,Yutong Wang,Jiangong Wang,et al. Parameter Identification and Refinement for Parallel PCB Inspection in Cyber-Physical-Social Systems[J]. IEEE Transactions on Computational Social Systems,2023:1-10.
APA Yansong Cao,Yutong Wang,Jiangong Wang,Yonglin Tian,Xiao Wang,&Fei-Yue Wang.(2023).Parameter Identification and Refinement for Parallel PCB Inspection in Cyber-Physical-Social Systems.IEEE Transactions on Computational Social Systems,1-10.
MLA Yansong Cao,et al."Parameter Identification and Refinement for Parallel PCB Inspection in Cyber-Physical-Social Systems".IEEE Transactions on Computational Social Systems (2023):1-10.

入库方式: OAI收割

来源:自动化研究所

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